{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Customizing Matplotlib: Configurations and Stylesheets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Matplotlib's default plot settings are often the subject of complaint among its users.\n",
    "While much is slated to change in the 2.0 Matplotlib release in late 2016, the ability to customize default settings helps bring the package inline with your own aesthetic preferences.\n",
    "\n",
    "Here we'll walk through some of Matplotlib's runtime configuration (rc) options, and take a look at the newer *stylesheets* feature, which contains some nice sets of default configurations."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot Customization by Hand\n",
    "\n",
    "Through this chapter, we've seen how it is possible to tweak individual plot settings to end up with something that looks a little bit nicer than the default.\n",
    "It's possible to do these customizations for each individual plot.\n",
    "For example, here is a fairly drab default histogram:\n",
    "\n",
    "- Matplotlib的默认图形设置经常被用户诟病。\n",
    "- 虽然Matplotlib2.0 版本已经有大幅改善，但是掌握自定义配置的方法可以让我们打造自己的艺术风格。\n",
    "- 首先简单浏览一下Matplotlib的运行时配置(runtime configuration，rc)功能的介绍，\n",
    "- 然后再看看新式的样式表(stylesheets)特性，里面包含了许多漂亮的默认配置功能。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('classic')\n",
    "import numpy as np\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.randn(1000) \n",
    "plt.hist(x);  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can adjust this by hand to make it a much more visually pleasing plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# use a gray background\n",
    "ax = plt.axes(facecolor='#E6E6E6')\n",
    "ax.set_axisbelow(True)\n",
    "\n",
    "# draw solid white grid lines\n",
    "plt.grid(color='w', linestyle='solid')\n",
    "\n",
    "# hide axis spines #线条隐藏\n",
    "for spine in ax.spines.values():\n",
    "    spine.set_visible(False)\n",
    "    \n",
    "# hide top and right ticks\n",
    "ax.xaxis.tick_bottom()\n",
    "ax.yaxis.tick_left()\n",
    "\n",
    "# lighten ticks and labels\n",
    "ax.tick_params(colors='gray', direction='out')\n",
    "for tick in ax.get_xticklabels():\n",
    "    tick.set_color('gray')\n",
    "for tick in ax.get_yticklabels():\n",
    "    tick.set_color('gray')\n",
    "    \n",
    "# control face and edge color of histogram\n",
    "ax.hist(x, edgecolor='#E6E6E6', color='#EE6666');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This looks better, and you may recognize the look as inspired by the look of the R language's ggplot visualization package.\n",
    "But this took a whole lot of effort!\n",
    "We definitely do not want to have to do all that tweaking each time we create a plot.\n",
    "Fortunately, there is a way to adjust these defaults once in a way that will work for all plots."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Changing the Defaults: ``rcParams``\n",
    "\n",
    "Each time Matplotlib loads, it defines a runtime configuration (rc) containing the default styles for every plot element you create.\n",
    "This configuration can be adjusted at any time using the ``plt.rc`` convenience routine.\n",
    "Let's see what it looks like to modify the rc parameters so that our default plot will look similar to what we did before.\n",
    "\n",
    "We'll start by saving a copy of the current ``rcParams`` dictionary, so we can easily reset these changes in the current session:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "IPython_default = plt.rcParams.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can use the ``plt.rc`` function to change some of these settings:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import cycler\n",
    "colors = cycler('color',\n",
    "                ['#EE6666', '#3388BB', '#9988DD',\n",
    "                 '#EECC55', '#88BB44', '#FFBBBB'])\n",
    "plt.rc('axes', facecolor='#E6E6E6', edgecolor='none',\n",
    "       axisbelow=True, grid=True, prop_cycle=colors)\n",
    "plt.rc('grid', color='w', linestyle='solid')\n",
    "plt.rc('xtick', direction='out', color='gray')\n",
    "plt.rc('ytick', direction='out', color='gray')\n",
    "plt.rc('patch', edgecolor='#E6E6E6')\n",
    "plt.rc('lines', linewidth=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With these settings defined, we can now create a plot and see our settings in action:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(x);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see what simple line plots look like with these rc parameters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.96511632, 0.79651226, 0.55873099, 0.33061707, 0.845238  ,\n",
       "       0.45543639, 0.09268519, 0.45490427, 0.8719684 , 0.44828215])"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = np.random.rand(10)\n",
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(4):\n",
    "    plt.plot(np.random.rand(10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I find this much more aesthetically pleasing than the default styling.\n",
    "If you disagree with my aesthetic sense, the good news is that you can adjust the rc parameters to suit your own tastes!\n",
    "These settings can be saved in a *.matplotlibrc* file, which you can read about in the [Matplotlib documentation](http://Matplotlib.org/users/customizing.html).\n",
    "That said, I prefer to customize Matplotlib using its stylesheets instead."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stylesheets\n",
    "\n",
    "The version 1.4 release of Matplotlib in August 2014 added a very convenient ``style`` module, which includes a number of new default stylesheets, as well as the ability to create and package your own styles. These stylesheets are formatted similarly to the *.matplotlibrc* files mentioned earlier, but must be named with a *.mplstyle* extension.\n",
    "\n",
    "Even if you don't create your own style, the stylesheets included by default are extremely useful.\n",
    "The available styles are listed in ``plt.style.available``—here I'll list only the first five for brevity:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Solarize_Light2', '_classic_test_patch', 'bmh', 'classic', 'dark_background']"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.style.available[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The basic way to switch to a stylesheet is to call\n",
    "\n",
    "``` python\n",
    "plt.style.use('stylename')\n",
    "```\n",
    "\n",
    "But keep in mind that this will change the style for the rest of the session!\n",
    "Alternatively, you can use the style context manager, which sets a style temporarily:\n",
    "\n",
    "``` python\n",
    "with plt.style.context('stylename'):\n",
    "    make_a_plot()\n",
    "```\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's create a function that will make two basic types of plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "def hist_and_lines():\n",
    "    np.random.seed(0)\n",
    "    fig, ax = plt.subplots(1, 2, figsize=(11, 4))\n",
    "    ax[0].hist(np.random.randn(1000))\n",
    "    for i in range(3):\n",
    "        ax[1].plot(np.random.rand(10))\n",
    "    ax[1].legend(['a', 'b', 'c'], loc='lower left')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll use this to explore how these plots look using the various built-in styles."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Default style\n",
    "\n",
    "The default style is what we've been seeing so far throughout the book; we'll start with that.\n",
    "First, let's reset our runtime configuration to the notebook default:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda3\\lib\\_collections_abc.py:832: MatplotlibDeprecationWarning: \n",
      "The animation.avconv_args rcparam was deprecated in Matplotlib 3.3 and will be removed two minor releases later.\n",
      "  self[key] = other[key]\n",
      "C:\\Anaconda3\\lib\\_collections_abc.py:832: MatplotlibDeprecationWarning: \n",
      "The animation.avconv_path rcparam was deprecated in Matplotlib 3.3 and will be removed two minor releases later.\n",
      "  self[key] = other[key]\n",
      "C:\\Anaconda3\\lib\\_collections_abc.py:832: MatplotlibDeprecationWarning: \n",
      "The animation.html_args rcparam was deprecated in Matplotlib 3.3 and will be removed two minor releases later.\n",
      "  self[key] = other[key]\n",
      "C:\\Anaconda3\\lib\\_collections_abc.py:832: MatplotlibDeprecationWarning: \n",
      "The keymap.all_axes rcparam was deprecated in Matplotlib 3.3 and will be removed two minor releases later.\n",
      "  self[key] = other[key]\n",
      "C:\\Anaconda3\\lib\\_collections_abc.py:832: MatplotlibDeprecationWarning: \n",
      "The savefig.jpeg_quality rcparam was deprecated in Matplotlib 3.3 and will be removed two minor releases later.\n",
      "  self[key] = other[key]\n",
      "C:\\Anaconda3\\lib\\_collections_abc.py:832: MatplotlibDeprecationWarning: \n",
      "The text.latex.preview rcparam was deprecated in Matplotlib 3.3 and will be removed two minor releases later.\n",
      "  self[key] = other[key]\n"
     ]
    }
   ],
   "source": [
    "# reset rcParams\n",
    "plt.rcParams.update(IPython_default);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's see how it looks:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist_and_lines()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### FiveThiryEight style\n",
    "\n",
    "The ``fivethirtyeight`` style mimics the graphics found on the popular [FiveThirtyEight website](https://fivethirtyeight.com).\n",
    "As you can see here, it is typified by bold colors, thick lines, and transparent axes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('fivethirtyeight'):\n",
    "    hist_and_lines()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ggplot\n",
    "\n",
    "The ``ggplot`` package in the R language is a very popular visualization tool.\n",
    "Matplotlib's ``ggplot`` style mimics the default styles from that package:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('ggplot'):\n",
    "    hist_and_lines()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Bayesian Methods for Hackers( style\n",
    "\n",
    "There is a very nice short online book called [*Probabilistic Programming and Bayesian Methods for Hackers*](http://camdavidsonpilon.github.io/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/); it features figures created with Matplotlib, and uses a nice set of rc parameters to create a consistent and visually-appealing style throughout the book.\n",
    "This style is reproduced in the ``bmh`` stylesheet:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('bmh'):\n",
    "    hist_and_lines()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dark background\n",
    "\n",
    "For figures used within presentations, it is often useful to have a dark rather than light background.\n",
    "The ``dark_background`` style provides this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('dark_background'):\n",
    "    hist_and_lines()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Grayscale\n",
    "\n",
    "Sometimes you might find yourself preparing figures for a print publication that does not accept color figures.\n",
    "For this, the ``grayscale`` style, shown here, can be very useful:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ADz/8gB07dih9b1FREZydneHh4YHCwkKIRKIO1+jp6WH+/PlU01FJcXFxGDx4sMLXM7FBRiqV4vr16xg2bJjaG9QAShwJIYQoqaWlBb/99hv27NmD6dOnY+nSpUpNhSrj4sWL+Oyzz3D79m28+OKLcHZ2VvnoQU2ZMmUKZs+ejSVLlkAqlWq8f7FYjGXLlmHLli1KFVmXkU1VGxkZwdnZGXl5eZ1et2DBAhw+fBhisVjdkPuE+vp6ZGVlKTRNLePl5YX8/Hy11s1mZGTIy/swgRJHQgghCisoKMAnn3yCwsJCvPfee0qNniirqKgI8+bNw8GDB+X1H7ur5ahN/v3vf6OgoAB79uzReN+7d++Gubk5XnzxRZXuLy4uhrOzMwB0W0swMDAQLi4uWjEtrwsSExPh7+8PY2Njhe8xNjaGk5MTcnJyVOqzubkZt27dwogRIxgrUUUnxxBCCOmRWCzG+fPn8d///hfPPPMMo7+IOtPS0oLnn38ey5cvx8SJE+WPOzk5IT09nbV+mWJoaIijR49i5MiRiIqKYm0a/1F5eXn46KOPcO3aNZW+Pw8fPkRNTQ3s7e0BtCaON2/e7PL6BQsW4Mcff8SkSZNUjrmviIuLw7Bhw5S+z8fHBxkZGfD19VX63sTERDg5Oak08twVGnEknHNycgKPx2PlHyFEdc3NzUhOTsaRI0fw7rvv4u7du3j33XcRGRnJ+s/Xxo0bYWRkhPfee6/d405OTlo/VS3j5+eHzz77DM8//zwaGhpY708qleKVV17Ba6+9Bj8/P5XaKCkpgYODg3ynumyDTFdT7s8//zx+//131NbWqhx3X9DY2IiMjAyV/oDw9fVVaZ1jfX09UlJSVEpWu0MjjoRzuvJLgJC+oL6+Hnfu3EFSUhJSU1Ph4uKC0NBQvP7663ByctJIDKdPn8bBgwcRGxvb4Sxf2VS1VCrViT8OX3jhBZw9exZvvvkm9u7dy2pfv/zyC7Kzs3Hy5EmV25DtqJaxsbGBoaEhSktLOx21cnBwQFRUFE6ePIkXXnhB5X57u8TERPj5+alUccDHxwf/+c9/IJFIlCo9dfPmTQQEBDB+hjoljoQQ0scJhUIkJCQgKSkJubm5GDBgAEJDQ/H888/D0tJSo7Hk5uZi8eLFOHHiBBwcHDo8b25uDj6fj5qaGlhZWWk0NlXweDx8/fXXCAsLw6+//ooZM2aw0k9lZSVeffVV/PLLL2oVXZftqG5Lts6xq+nOBQsW4JtvvqHEsRvx8fFKndzTloWFBaysrFBQUKDw+dJlZWUoKCjA7NmzVeqzO5Q4EkJIHyORSJCXl4eEhAQkJiaitrYWISEhmDBhAgICAhg97UUZIpEIzz33HN566y2MGjWqy+tkJ8joQuIIAFZWVjhy5AimT5+OIUOGwNXVlfE+3n77bTz99NOIjIxUq53i4uIOG568vb2RlZWFkSNHdnrPk08+iRUrViA/P5+Vz03XNTU1IS0tDQsXLlS5DVlZHkUSR6lUipiYGAwZMoSVn2VKHAkhpA9obm5GWloakpKSkJSUBGNjY4SEhGD+/Pnw9PTUitNX1q5dC2dnZ7z55pvdXidb58jG6TRsiYiIwKuvvooFCxbgwoULHabg1XHlyhWcPn0aKSkparfVdke1jLe3N/7+++8u7zE2NsbMmTNx+PBhvP3222rH0NvcuXMH3t7eapWs8vX1RWJiIsaPH9/jtTk5ORCJRKz9fFDiSAghvVRdXV279Yr9+/dHaGgo3njjDUZ3WTLh+PHj+OOPPxAbG9vj2kVdKcnzqPXr1+P8+fP45JNPOmz6UdXDhw/x0ksvYefOnWqPwIrFYgiFwg6vjX79+qGiogL19fVdJj8LFizA8uXLsX79ep1Ye6pJip5N3R0fHx/88ssvPa7tFYvFuH79OkaPHs3aH4OUOBJCSC9SVlYmX6+Yl5cHf39/hIaGYu7cuYwvkmdKeno6XnnlFfz111+wsbHp8XonJyekpaVpIDJm8fl8HDp0COHh4Rg/frza08oAsGXLFgwYMICRtZNlZWWwtraGgYFBu8f5fD48PDyQlZXV5a7gkSNHorGxUemTUXo7kUiE1NRUzJs3T6127OzsoK+v3+UmJZmUlBTY2NjI656ygRJHQgjRYRKJBLm5ufL1ivX19QgJCcGkSZPg7+/P2XpFRTU2NmLWrFn48MMPFU44dKkkz6P69euHb7/9FvPmzUN8fLxa523fvXsXu3btQkJCAiOjfLITYzojK8vTVeLI4/GwcOFC/Pjjj5Q4tpGcnAwPDw+Ym5ur1Q6Px5OfW91V4tjY2IiEhAQ89dRTavXVE0ocCSFEx4hEIqSlpSExMRFJSUkwMzNDaGgoFi5cCA8PD61Yr6ioVatWISgoCCtWrFD4Hjs7O1RXV0MkEml9YtyZ6dOn49y5c1ixYgWOHj2qUtInkUiwfPlyfPDBB4yNLnW2o1rG29sbZ8+e7fb+BQsWIDIyEp9//nmHUcu+iolpahnZBpmuNo7FxsbC29tbrT9GFEGJIyGE6Ji33noLrq6uCA0NxZQpUzotW6MLDhw4gGvXruHWrVtKJU98Ph/29vYoLS1ldUqOTZ9//jmGDRuGH374AYsXL1b6/u+//x4ikQgvv/wyYzEVFxd3WTjcy8sLubm5EIvFXW7s8fb2ho+PD86ePYtp06YxFpeukhXQf+655xhpz9fXF+fOnev0ucrKSmRlZTHWV3cocSSEEB2zcuVKlU8G0RZ37tzBW2+9hYsXL6o0jSebrtbVxNHExARHjx7FuHHjMHLkSKV2wBYVFeHdd99lfHd2UVERoqKiOn3O1NQUdnZ2yM/Ph4eHR5dtyKarKXGEfEMaU7VQnZyc0NjYiKqqqg6jitevX8egQYOUOgdbVT3OZ5SWluL111/HokWLsGjRIvzyyy8AgJqaGqxduxbz58/H2rVr5ccNSaVS7Ny5E/PmzcOSJUt04kxRQghh282bN7Fw4ULMmzcPR44c6fB8SUkJXn/9dSxbtgxLlizB9evXu2xrwoQJSExMZDNcVtXW1mLWrFnYtm0bgoODVWpDVstRlwUHB+PDDz/EnDlz8PDhQ4Xve+2117Bs2TKEhIQwFotUKu20FE9bsnWO3Xnuuedw9uxZVFVVMRabrmJymhoA9PT05OdWt1VQUIDq6moEBQUx1le3cfR0AZ/Px8svv4wDBw5gz549OHXqFHJycnDkyBGEh4fLd4jJ3ghv3LiBwsJCHDp0CG+++SZ27NjB+idBCCHaTCwW48svv8SWLVtw4MABXLhwATk5Oe2uOXjwIMaOHYvvvvsOGzZswBdffNFle9u2bcOkSZO6nLbSZlKpFMuWLcPo0aPVKoisqyV5HrVixQq4u7vjnXfeUeh6WcmiDRs2MBpHZWUljIyMYGpq2uU1iiSONjY2mDRpEo4fP85ofLqmpaUFSUlJCAsLY7Rd2TpHGYlEgpiYGERERDA6+tydHhNHOzs7+ZSIqakp3NzcIBQKce3aNUyZMgUAMGXKFFy9ehUAcPXqVUyePBk8Hg+BgYGor69HeXk5i58CIYRot7S0NLi4uMDFxQUGBgYYP368/D1ThsfjoaGhAUDredH29vZdtvfcc8/h5MmTWLhwIfbv389q7Ezbu3cv0tLSsHPnTrXa6Q0jjkDr933fvn04fvw4/vrrr26vraurw8qVK/HNN9+odOZxd3oabQT+lzhKpdJur5NNV/dlaWlpcHZ2Vqi8lDJ8fX3bJY737t2DsbEx3N3dGe2nO0ptvSsuLkZmZiYCAgJQUVEBOzs7AICtrS0qKioAtJ552nahtr29PYRCIYMhE0KIbnn0fVEgEHR4X1y0aBHOnz+PWbNm4e2338bq1au7bXPUqFH4+++/sXnzZmzcuLHHX+ba4Pbt23j//fdx/PhxtRMf2RpHXfi8e2JnZ4eDBw9i8eLF3SbDGzZswLhx4zBhwgTGYygqKuqyFI+MQCCAWCxGZWVlt9dNnToV9+7dQ1ZWFpMh6hSmp6ll3NzcUFZWhvr6eohEIty+fRsjRozQaNF1hTfHNDY2YuPGjVi5cmWHyvE8Hk+loD/44AP5x2PHjsXYsWOVboMQ0rddunQJly5d4joMtV24cAFTp07Fc889h5SUFHzyySfYv39/p6V12r53fv7559iyZQtycnKwb98+rS1PU1lZiVmzZuHrr7+Gr6+v2u2ZmJjAyMgIVVVVjI/qcGHs2LFYsmQJXnjhBfz5558dvu+3bt3C0aNHkZyczEr/xcXFcHFx6fYaHo8nH3W0tbXt8jpDQ0PMnj0bhw4dwsaNG5kOVeuJxWIkJCTgiSeeYLxtWTH2+/fvo6mpCa6urt3OTnRH1fdOhRLHlpYWbNy4ERMnTpTvuLK1tUV5eTns7OxQXl4u/8GVlUiQEQqFXX5Sbd/8CCFEFY/+0blp0ybugunCo++LZWVlHd4Xz5w5g08//RQAEBQUBJFIhOrq6k6TokffO6dMmYK5c+fisccew4kTJ1iv46YsiUSCF154AdOnT8ezzz7LWLuy6erekDgCwPvvv4+oqCjs2LGj3Xndzc3NWLZsGT7//HOVk4SeFBUVKTRC5uXlhczMTAwdOrTb6xYuXIg5c+Zgw4YNfe4IwvT0dAgEAvmsLNN8fX2RlpaGxsZGzJw5U+V2VH3v7HGqWiqV4tNPP4W7u3u7+kCRkZHyYqBnz56VH50UGRmJc+fOQSqVIjU1FWZmZqx98QghRBf4+/ujsLAQRUVFaG5uRnR0dIfj5hwdHREXFwcAyM3NhUgkUjgBNDU1xYkTJxAYGIhRo0YhPz+f6U9BLdu2bUNZWZk8MWZKb1nnKKOvr48jR45g69atiI2NlT/+xRdfwMHBQe1j67qjyBpHoHVzhiJT0EOGDIGBgQFiYmKYCE+nsDVNLePj44PS0lIEBwd3eXY4m3occUxOTsb58+fh5eWFpUuXAgCWLl2KOXPmYNOmTThz5gwcHR3x/vvvAwAiIiJw48YNzJ8/H0ZGRli/fj27nwEhhGg5Pp+PNWvWYN26dZBIJHjsscfg6emJ/fv3Y8CAARg5ciRefvllfP755zh+/Dh4PB7Wr1+vdFHsnTt3YseOHYiMjMTvv/+OQYMGsfdJKejKlSvYtm0bbt68yfg0em/ZWd2Wh4cHdu3ahTlz5iAuLg6lpaXYunUrbt68ydrIXV1dHZqbm2FlZdXjtW5ubiguLkZTU1O3NQNlRxAePHiQkTO5dYVEIkF8fDyruY+s7mlAQABrfXSnx8Rx4MCBuHjxYqfPbd++vcNjPB4Pr732mtqBEUJIbxIREYGIiIh2j7U9McTDwwO7d+9Wqw8ej4c33ngDbm5umDx5Mn788UdMnTpVrTbVUVpaijlz5uCHH36Am5sb4+07OTmxtuaPS7Nnz8bZs2exatUqFBUVYd26dfDy8mKtP9looyKJqYGBAVxdXZGTkwN/f/9ur503bx7CwsLwxRdfwMjIiKlwtVpmZiasra0hEAhYaV8qleL27dsQiUTIz89XqnA8U3TnQFNCCCEKmTlzJn799VcsWrQI+/bt4yQGsViMuXPn4oUXXsBjjz3GSh+9baq6rZ07dyImJkZeGJ5NxcXFPe6obsvLy6vHeo5A6+hkaGgo/vjjD3XC0ymxsbGsTlPLvu6urq7tyvJoEiWOhBDSC40cORKXL1/Gli1b8N5772m8bM2HH34IsVjMyGYlsVgMiUTS4XFbW1vU19ejqalJ7T60jbm5Oc6dO4dTp07BwMCA1b6KiooUWt8o4+Pjo1DiCPStmo6yaWq2EseWlhbcvHkTERER8PPz63CCjKZQ4kgIIb2Un58fYmJi8N///hcLFy6ESCTSSL/nzp3Dvn37cPToUejrK1z1rUsxMTG4cOFCh8f19PTg4ODQbsd6b+Lu7q6Rws6qjDhmZWV1msw/6tlnn8Xff//dJ+o5Z2VlwczMTKmvpTKSkpIgEAjg7OwMb29vZGdnQywWs9JXdyhxJISQXkwgECA6Ohr19fWYOnUq62cIFxQU4IUXXsDhw4cZ+QXa0tKC+/fvo6SkBA8ePOjwfG/cIKNpyo44WlpawsLCAkVFRT1ea2FhgSeeeALHjh1TJ0SdwOZu6oaGBty5cwfDhw8H0DoibWtry0kFBUocCSGklzM1NcXx48cREhKCkSNHIjc3l5V+mpubMXv2bKxevZqxAx2ys7Ph4OCAyMhIXLt2rcMoV29e56gJIpEINTU1SpfNU3SdI9A3pqulUimrieOtW7cwYMAAWFpayh979NxqTaHEkRBC+gA+n48vvvgCy5Ytw8iRI+U1I5n0zjvvwNraGm+//TZjbaanp8PPzw+enp4wMjJCWlpau+cpcVRPcXExBAIB+Hy+UvfJTpBRxIQJE5Cfn9/he9eb5OTkwNDQsMfTd1RRXl6OvLy8Dkmpr68vJ+scKXEkhJA+5LXXXsPOnTsxZcoUnDlzhrF2T506hePHj+PHH3/s9JhEVdTW1kIoFMLd3R08Hg8jRoxAbGwsHj58KL9GdmY1UY2ihb8fpUziqK+vj3nz5uHgwYNK96MrZKONTNfalEqliImJweDBgzvUQZWNOGp64xsljoQQ0sc888wz+L//+z8sWbIE3377rdrtZWVlYdmyZfjpp58YPSksIyMD3t7e8g029vb2cHd3bzdaKtsco8hGDdJRUVGRSmtRnZ2dUVdXh5qaGoWuX7hwIQ4dOtQrv09sTlPn5eWhsbGx05qZtra2MDIy0viIOyWOhBDSB40YMQJXrlzBZ599hnfffVflX+hNTU2YNWsW/vWvf3UocK4OqVSKe/fudShwPHToUGRkZMg3+RgbG8PMzAwVFRWM9d2XqDriqKenJ99drYiQkBDY2Njg8uXLSvel7WQbVFxdXRltVyKR4Pr164iIiOhyFN/Hx0fj09WUOBJCSB/l4+ODmJgYXLp0CfPnz283Bayo119/HZ6enlizZg2jsRUVFUFfXx/29vbtHjcxMcGgQYPanYFM6xxVp+qII9A6Xa3M5owFCxb0yk0ybE1Tp6amwsLCotuE1NfXV+MbZChxJISQPsze3h4XLlyASCTClClTUFlZqfC9R44cwX//+198//33jP/STE9Px4ABAzptNygoCDU1NcjLywPQWpKH1jkqTywWQygUwtHRUaX7vb29FR5xBIC5c+fi119/RUNDg0r9aSOpVIrY2FgMHjyY0XabmpoQFxfX4yg+JY6EEEI0zsTEBD///DMGDx6MkSNHIicnp8d77t69i1dffRW//PILrKysGI1HJBIhJycHPj4+nT7P5/MxYsQIxMTEQCwW04ijisrKymBlZdVh04WiPDw8kJ+fj+bmZoWud3Z2RkREBH777TeV+tNGDx48QEtLC+OF2uPi4uDp6QlbW9tur3N0dIRIJNLoUg1KHAkhhEBPTw/btm3DihUrMHLkSMTGxnZ5bX19PWbOnIlPPvkEoaGhjMeSnZ0NZ2dnmJqadnmNm5sbLC0tkZKSQomjilRd3yhjbGwMJycn+civIhYsWNCrdlfHxcUhLCyM0RH3qqoqZGRkYMiQIT1ey+PxlF4yoC5KHAkhhMitWbMGu3fvxtSpU3H69OkOz0ulUrz88ssYMmQIlixZwkoMnW2K6cyIESOQkJAAa2trShxVoOxRg53x8vJSKml5+umncf36dYVOndEFcXFxjE9T37hxA6GhoTAxMVHoek3Xc6TEkRBCSDszZszA77//jqVLl+Lrr79u99y+ffsQFxeHPXv2ML6uEQCqq6tRVVWl0A5Va2tr+a7Shw8forGxkfF4ejNljxrsjI+Pj1LrHE1NTTFjxgwcOXJErX61QVFRERoaGuDp6clYmw8ePEBFRQWCg4MVvkfTJ8hQ4kgIIaSDiIgI/PPPP9i+fTvefvttSCQSJCQk4N1338Uvv/wCMzMzVvpNT0+Hj4+PwieZDB48GLm5uXBxcaFRRyUxMeIoKwSuTBHq3jJdLZumZqrgvUQiQUxMDIYPHy6vXaoIV1dXVFRUoK6ujpE4ekKJIyGEkE55e3vj2rVruHLlCubMmYNZs2Zh586dnRYjZoJEIpHvplaUkZERBg8eDFtb214z/akJUqlU7TWOQGsRan19fZSVlSl8z5gxY1BRUYHExES1+uZafHw8o0W/09LSoK+vr/QIJp/Ph6enp8In+aiLEkdCCCFdsre3x3//+18YGBjgySefxJw5c1jr68GDBzAxMVH69Bl/f3/o6+srtUmjr6uqqoKhoWG3G5AU5eXlpVTSoqenp/OjjqWlpaiqqupy578q7d2+fRtRUVEqLQHR5DpHShwJIYR0y8TEBIcOHcL27dtZ7efevXvw8/NT+j49PT14enqiuroaLS0tLETW+6hT+PtRPj4+So92LViwAEeOHNHZ7xeT09QNDQ04f/48oqKiYGNjo1IbmjxBhhJHQgghnHv48CHy8/NVHsHx9fVFU1MTkpKSGI6sd2JimlpG2RFHoHWUuH///rhw4QIjMWgaU2dTi8VinDt3DgEBAfDw8FC5HU9PTzx48ECl05+URYkjIYQQzt2/fx/9+vWDsbGxSvc7ODggJycHd+7c0dgmAV3G5Iijq6srysvLlT4RZuHChTp5BGF5eTnKy8tVGh1vSyqV4sqVKzAzM0NYWJhabRkaGqJ///5K7XBXFSWOhBBCOKdo7cauyNbrubu74+bNmwxG1jsxOeLI5/Ph7u6udNLy/PPP4/Tp06itrWUkDk2Ji4tDaGiowjv/u5KSkgKhUIixY8cyUtpKU8cPUuJICCGEU5WVlaivr0f//v3VasfR0RFWVlYoKiqi0jw9YHLEEfhfWR5l2NvbY8yYMThx4gRjcWgCE9PUhYWFiI+Px+TJk2FgYMBIXJraIEOJIyGEEE7du3cPvr6+am80cHJyglAoxLBhwxATE6NUbcG+pL6+Hs3NzbC2tmasTVUSR0D3pqsrKytRXFysVkmqmpoaREdHY8KECbC0tGQsNm9vb+Tk5EAsFjPWZmcocSSEEMIZiUSCjIwMtaapZWRnVvv4+IDH4yE9PZ2BCHsf2Wgjkyf/eHl5qZS0TJs2DYmJiTpTSik+Ph4hISFKFehuq7m5GefOnUNYWBhcXFwYjc3U1BQCgYD1ryUljoQQQjiTn58PCwsLRka/HB0dUVxcDB6Ph8jISNy6dQsikUj9IHsZJtc3ypiZmcHW1haFhYVK3WdkZIRZs2bh8OHDjMbDFnWmqaVSKS5dugSBQICgoCCGI2ulibI8lDgSQoiOUfaXszZTd1NMW7IRR6B1l3X//v2RkJDASNu9CdPrG2W8vb1V2pwhm67W9qUF1dXVKCgoQGBgoEr3x8XFoaGhAaNGjWLlnHdAM+dWU+JICCE65tatW1r/S1YRTU1NePDgAby9vRlpz9LSEmKxWF6OZ9iwYbh79y5qamoYab+3YGPEEWhNHFUpBzNixAg0Nzfj9u3bjMfEpISEBAwcOFClzSw5OTlIS0vDpEmT1N6N3R3ZzmqJRMJaH5Q4EkKIjmlpaUFubi7XYagtMzMTbm5uMDQ0ZKQ9Ho8HR0dHlJSUAGhd8xUaGorr168z0n5vUVxcrFUjjjweDwsXLtT6IwhjY2NVmqauqKjA5cuXMWnSJEaOeOyOtbU1TExMWK0qQIkjIYTomKFDh/aKUUdVjxjsTtvpagAIDg5GeXk5CgoKGO1HV4lEIlRXV8Pe3p7xth0cHNDc3IyKigql750/fz6OHTumtWtSa2trkZubq/TaxKamJpw7dw4RERFwcHBgKbr22C7LQ4kjIYToGDc3NxgYGKhU/kRbCIVCPHz4EP369WO03UcTR319fURERCAmJobV6TtdUVJSAoFAwMp0KY/HU3m62svLCwMGDMBff/3FeFxMSExMRFBQkFKj4xKJBBcuXICHhwfjfyB1h+0NMpQ4EqIGHo/Hyj82ppFI78Hj8TBs2DDcvn1bZ5Oh9PR0+Pn5Mb5JoO1UtYyHhwdMTExw9+5dRvvSRUVFRaysb5RR5dxqGW2u6ajKNPWNGzfkP6uaJFvnyNaMBCWOhGihR3/xEfIoFxcXWFhY4N69e1yHojSxWIzMzExWRmEeHXEEIC/PExsbi6amJsb71CVsrW+U8fHxUTlxnDVrFs6fP4/KykqGo1JPfX09srKyEBwcrPA96enpyM3NxYQJE9QubK8sBwcHiMVilJeXs9I+JY6EEKKjhg4diri4OLS0tHAdilLy8vJgY2PD6KkZMgKBABUVFR0KUdva2sLLywuxsbGM96lL2CrFI+Pm5oaioiI8fPhQ6Xutra0xZcoU/PzzzyxEprqkpCT4+/vD2NhYoetLS0tx/fp1TJkyBUZGRixH1xGPx2O1LA8ljoQQoqMcHBwgEAiQmprKdShKYWNTjIyBgQFsbGxQVlbW4bkhQ4bg/v37Km3e6C3YKsUjY2hoiH79+iEnJ0el+7VxulqZaer6+nqcP38eY8aMgY2NDcuRdY3NDTI9Jo5bt27FjBkz8OKLL8ofO3DgAGbNmoWlS5di6dKl7UodHD58GPPmzcPChQtx8+ZNVoImhBBdc/PmTSxcuBDz5s3DkSNHOr3m4sWLWLRoERYtWoSPPvpIoXaHDBmCxMRErd2N+qiGhgYUFxfDy8uLtT5kJ8g8ytjYGOHh4X32HGuxWIyysjI4Ojqy2o+q51YDwJQpU5CZmak1G78aGxuRkZGBkJCQHq9taWnB+fPnERAQAHd3dw1E1zVORxynTp2KrVu3dnh85syZ2LdvH/bt24eIiAgArQUuo6Oj8cMPP2Dr1q348ssvWT9smxBCtJ1YLMaXX36JLVu24MCBA7hw4UKHEZmCggIcOXIEu3btwoEDB7Bq1SqF2ra1tUX//v1x584dFiJnXkZGBjw8PFQqoqyoztY5ygQGBqKhoaFX1MFUllAohJWVFWN1M7uiTuJoYGCA2bNn49ixYwxHpZqkpCT4+vrCxMSk2+ukUin++ecfmJubIywsTEPRda1///6orq5GbW0t4233mDiGhoYqvA7l6tWrGD9+PAwNDeHs7AwXFxekpaWpHSQhhOiytLQ0uLi4wMXFBQYGBhg/fjyuXr3a7po//vgDTz/9NCwsLABAqWmuwYMHIzk5Wes3fkilUqSnpzN2xGBXuksc9fT0MGLECFy/fr3PDWywvb5RRlaSR9Ud/5MnT8alS5eYDUpFip5NnZKSAqFQiDFjxrB2nKAy9PT04OXlxcqoo8prHH/99VcsWbIEW7dulWe0QqGwXYFLgUAAoVCofpSEEKLDFHlvLCgoQH5+PlatWoVXXnlFqaU+lpaW8Pb21vpzmcvKyiAWi1lPXrpLHIHW0Rhra2udGaVlCtvrG2WsrKxgamqq8uklI0eOxPXr19Hc3MxwZMppampCWloaQkNDu72usLAQ8fHxmDJlCqsj6cpiq56jSonjU089hcOHD+O7776DnZ0d9uzZw3RchBDSp4jFYhQWFuKLL77Ahg0b8Pnnn8vPXFZEeHg47t27p9Q9mibbFMP2iIyTkxNKSkq6Xcc4YsQIJCYmoqGhgdVYtImmRhwB9aarbWxs4OXlhbi4OIajUk5ycjK8vLxgZmbW5TU1NTWIjo7GhAkT5LMF2kJWz5Fp+qrcZGtrK/942rRpeOeddwAA9vb2KC0tlT9XVlbW7bFGH3zwgfzjsWPHYuzYsaqEQwjpwy5duqQ101pdUeS9USAQICAgAPr6+nB2dkb//v1RUFAAf3//Du119t5pamoKf39/xMfHY/To0ax9LqpqaWlBVlYWnn32Wdb7Mjc3B4/HQ21tbZdLraysrDBgwADcunULY8aMYT0mbVBcXIyoqCiN9CVLHFV9LUZFReHKlSsYPnw4w5EpLi4uDoMHD+7yeZFIhLNnzyI8PBwuLi4ajEwxHh4eKCoqQlNTU6elhFR971QpcSwvL4ednR0A4MqVK/D09AQAREZG4uOPP8asWbNQXl6OwsLCTt/0ZNq++RFCiCoe/aNz06ZN3AXTBX9/fxQWFqKoqAj29vaIjo7Ge++91+6aUaNG4cKFC3jsscdQXV2NgoKCLqcVu3rvDA0NxU8//YSQkBBYWVkx/WmoJScnB/b29jA3N9dIf7Lp6u7W6IeHh+Pnn39GWVkZBAKBRuLiilQqZb34d1ve3t64cOGCyvePHj0ahw4dwtq1axmMSnEikQgpKSmYM2dOp89LpVJcunQJjo6OCAwM1HB0ijEwMICbmxuysrI6jVHV984eE8ePPvoICQkJqK6uxqxZs7Bo0SIkJiYiMzNTfjTaG2+8AQDw9PTEuHHj8OKLL4LP5+PVV19l5TxMQgjRJXw+H2vWrMG6desgkUjw2GOPwdPTE/v378eAAQMwcuRIDB06FLdu3cKiRYugp6eHFStWKJ38GRsbY+DAgYiNjcX48eNZ+mxUo4lNMW3JEsfu6kUaGhpiyJAhuHbtGp566imt2NTAlqqqKhgaGnY77cokFxcX+a5eVaZwR48ejRUrVkAikWj85BWgdbOLu7t7l7HHxcWhsbEREyZM0OrXjWydI5PJbY+J44YNGzo89sQTT3R5/fz58zF//nz1oiJaR7ZmiBCimoiICHnpMpnFixfLP+bxeFi5cqXa/QQHB+Onn35CRUVFu2VFXKqrq0NZWRkmT56ssT47O7O6MwMGDEBqairu378PHx8fDUTGDU2ONgL/29WblZXV4+aSzjg7O8POzg4pKSkYOHAgCxF2r7tp6uzsbKSlpWHGjBlaPzjm6+uLs2fPMtomnRxDFEJJIyG6wdDQEIMGDcKtW7e4DkUuPT0dXl5e0NdXaXWUSnraWS0jO8f6xo0bnO/iZVNRUZFGdlS3pW45GNk6R01rbm7GnTt3MGjQoA7PVVRU4MqVK5g8eTJMTU01HpuyvL29kZuby+hrmxJHQgjpZQICAiAUCrXiDz5N1W58lKKJo+xaJycnJCYmshwVdzQ94gi0TpNmZWWpfP/o0aNx+fJlBiNSTGpqKvr3799hqUhTUxPOnj2LESNG6MyaWBMTEzg4OCAvL4+xNilxJISQXkZfXx+DBw/WilHH4uJi6OnpafwXrb29PaqqqhQeaRk+fDhSUlK0upyROrgYcfT09ER+fr7Ko12yEUdNHw8ZHx/foei3RCLBhQsX4OnpCV9fX43Goy6mz62mxJEQQnohPz8/1NfXo7CwkNM4ZKONmt5AwOfzIRAI2pVB6o65uTmCg4Nx/fp1liPjBhcjjsbGxnBwcEB+fr5K98sqtqgzaqmslpYWJCYmdjg28Pr16+DxeBg2bJjGYmEK0+dWU+JICCG9kJ6eHgYPHoybN29qfMRGprm5GdnZ2ZyN0Dg6Oip1ekloaChKS0tRVFTEYlSaV19fD5FIBGtra4337eXlpXIhcB6Ph6ioKI1OV6elpcHJyandkZ/37t1Dfn4+JkyYwMkOb3X5+vri/v37Kh8B+Sjd+woQQghRiLe3NyQSCXJzcznpPzs7G05OTpxtIlBmnSPQOsU/fPhwXLt2jbFfstpANtrIRdkYHx8flRNHQPMbZC5evNiu6HhpaSlu3LiByZMnw8jISGNxMMnS0hLm5uZ48OABI+1R4kgIIb0Uj8eT14fkIhGSHTHIFVXKiHl5ecHAwADp6eksRaV5mjxq8FGyEUdVR701uUEmLS0NxcXFGDVqFIDWkdrz589jzJgx7UYgdRGT6xwpcSSEkF7M1dUVhoaGao36qKKmpgaVlZVwd3fXaL9tKTtVDfyvPM+tW7cgEolYikyziouLNb4xRsbOzg56enoQCoUq3R8YGIjKykrGRsu6IpFIcOLECcyYMQP6+vpoaWnBuXPnEBgYyOlrmCmyQuBMoMSREEJ6Mdmo4+3btyEWizXWb3p6Onx8fDgtkCwrAq7saJe9vT3c3NwQFxfHUmSaxeWII4/HU2udo56eHkaNGsX6dPWtW7fk64KlUin++ecfWFhYdFrLURf5+voiMzOTkfXOlDgSQkgv5+LiAisrK9y7d08j/clqN3I5TQ0AZmZmMDQ0RHV1tdL3Dh06FOnp6aiqqmI+MA3jcsQRaF1rq83rHJubm3Hq1CnMnDkTPB4PycnJKC8vx5gxY7T6OEFl2NvbA4DKI79tUeJICCF9wNChQxEXF4eWlhbW+3rw4AGMjIzkv6y4pOwGGRlTU1OEhobqfHkekUiE6upqTr8X3t7eWl0I/OLFi+jfvz98fX3x4MEDJCQkYPLkyTAwMGCtT03j8XiMTVdT4kgIIX2AQCCAo6MjUlJSWO+L600xbamyzlEmODgY1dXVKtch1AYlJSUQCAScLhlwdXVFWVkZGhsbVbo/LCwMOTk5qKioYDiy1g0wZ8+exTPPPAOpVIpr165h9OjRsLCwYLwvrsmmq9VFiSMhhPQRQ4YMQWJiIqubPkQiEfLy8rTmdA1VRxyB1iLisvWhXNXCVBcXhb8fpa+vDzc3N2RnZ6t0v4GBAYYPH46rV68yHBlw5swZhIeHw8nJCdnZ2eDz+b1iM0xnmNpZTYkjIYT0ETY2NnBzc0NSUhJrfdy/fx8uLi4wNjZmrQ9lqFKSpy1PT080NzezvquXLVwcNdgZb29vtUa72CgELhQKERMTg2nTpkEqlSI2NhaDBw/uNesaH+Xi4oK6ujqV1vy2RYkjIYT0IeHh4UhJSVF52rAnsiMGtYU6U9VA69qwQYMGIT4+nsGoNEcbRhwB9dc5srFB5rfffsP48eNhZWWFrKwsGBgYwNXVldE+tImenp7aCTxAiSMhhPQplpaW8Pb2RkJCAuNtV1VVoaamRqt++drZ2aG2thYPHz5UuQ0fHx/U1taqNXLJFW0ZcfTy8kJ2drbKJaGGDRuGO3fuoL6+npF4cnJykJGRgYkTJ0IikSA2NhZDhgzptaONMkycW02JIyGE9DHh4eFIT09HXV0do+3eu3cPvr6+WnWer56eHhwcHFBaWqpWG6GhoTo36igWi1FWVgZHR0euQ4G5uTmsra1VnvI3MTFBWFgYI7vcpVIpTpw4gWnTpsHY2Bj379+HkZER+vXrp3bb2o6JdY7a89NNCCFEI0xNTREQEMBogWuJRIKMjAytmqaWUXe6GgD8/PwgFApRXl7OUFTsEwqFsLKygqGhIdehAFB/nSNTZXnu3LmD2tpaREZGQiKRIC4urk+MNgKAu7s7SktL1VqqQokjIYT0QSEhIcjOzlZ7obxMQUEBzMzMtPJMX3V2Vsvo6+tj4MCBOjXqqC3rG2W0YZ2jWCzGyZMn8cwzz4DP5yMzMxOmpqZwcXFRq11doa+vD3d3d7UKslPiSAghfZCxsTEGDhyI27dvM9Ketm2KaUvdndUygYGBePDggc6cJsPlUYOdUfcEmcjISNy8eVOtclLXrl2DhYUFBg4cKB9t7M07qTujbiFwShwJIaSPGjhwIB48eKD29GtTUxMKCgrg7e3NUGTMYmKqGmitJxgUFITExEQGomIf10cNPsrR0RFNTU2orKxU6X4rKyv4+fmp/MfOw4cP8ccff+DZZ58Fj8dDRkYGzM3N+8xoo4y6hcApcSSEkD7KwMAAYWFhuHXrllrtZGZmwtXVFUZGRgxFxizZiKNEIlG7raCgIOTk5DC+sYgN2jbiyOPx4OXlxdl09fnz5+Hr6wsPD492o419jZeXF/Ly8tDc3KzS/ZQ4EkJIHxYQEICKigq1RuS0eZoaaJ2WNzU1VXmk69G2/P39tX7UUSqVat2II6D+dLWqG2RqamoQHR2Np59+GkBrBQBLS0ut+/pogrGxMZycnJCTk6PS/ZQ4EkJIH8bn8xEeHo5bt26pdKxeeXk5GhsbtX66j6l1jkDrFH9mZiYaGhoYaY8NVVVVMDAwgJmZGdehtMNE4njt2jWl60H+/vvvGDFiBOzt7SEWixEfH98nRxtl1CnLQ4kjIYT0cX5+fmhoaEBhYaHS96anp2td7cbOMLXOEWgtZ+Tt7Y3k5GRG2mODNo42AoCHhwcePHig8gYXBwcHODo64s6dOwrfU1xcjLi4ODz++OMAWkcbbWxstGoaX9PUWeeo3T/phBBCWKenp4chQ4YoPeookUiQmZmp1dPUMkyU5GkrNDQUd+/eVetEGjZpWykeGUNDQ7i4uKg8TQoov87x5MmTmDJlCszMzGi08f/z8fFBVlaWSut+KXEkhBACLy8vSCQSpX6h5+XlwcrKClZWVuwFxhCmE0cLCwu4u7sjJSWFsTaZpC1HDXZGk+scMzIyUFBQgHHjxgEA0tLSYGdnBwcHB5X77w0sLCxgZWWFgoICpe+lxJEQQgh4PB6GDh2K27dvKzwKce/ePfj5+bEcGTOYXOMoM2jQICQnJ6u8O5VN2jriCKifOMpGHHsaHZdKpfjll18wffp0GBgYoKWlBQkJCX1+tFFG1XOrKXEkhBACAPKSOor8MmloaEBRURG8vLw0EJn6rK2t0dDQoNZRa5216eLigrt37zLWJlO0fcRR1WlSoPXYPENDwx43d8TGxkIikWDo0KEAWkcb7e3tIRAIVOq3t1F1gwwljoQQQgD8b9QxNja2x12rmZmZ8l/gukBPTw+Ojo6sjDreuXNH6V2+bGpoaIBIJIK1tTXXoXTK2toaxsbGKC0tVbmNqKiobqerW1pa8Ouvv+LZZ5+Fnp4ejTZ2QjbiqGw1BUocCSGEyDk7O8Pa2hppaWldXiOVSnHv3j2d2BTTFtPrHAHA3t4etra2SE9PZ7RddcgKf2vzMXre3t5qnV7S0waZv//+G05OTvD39wcApKamwsHBAfb29ir32dvY2dmBz+crncBT4kgIIaSdoUOHIj4+Hi0tLZ0+LxQK0dLSorVToV1hsiRPW2FhYUhISGDkZBomaPP6RhnZdLWqutsg09DQgD///BPPPPMMAKC5uRmJiYk02vgIHo+n0rnVlDgSQghpx97eHk5OTl3WKZRtitHmEa3OsLFBRtauubm5Whs+mKRtRw12Rt0NMv7+/qirq0N+fn6H5/766y+EhISgX79+AFpHG52dnWFnZ6dyf72VKvUcKXEkhBDSwZAhQ5CUlNShUHNLSwvu37+vM7up22JjqlpGNuqoyuk7TNPW4t9t9evXD1VVVSqf+c3j8TB69OgO09UVFRX4559/8NRTTwFoHW1MSkpCeHi42jH3RjTiSAghhBHW1tZwc3PrcCZzbm4u7OzsYGFhwVFkqnN0dERZWRkrU8r9+vWDvr6+WoWtmaILI456enrw9PRUa7q6s3WOp06dwpgxY+Qbg1JSUuDi4gJbW1t1wu21nJ2d0djYiKqqKoXvocSREEJIpwYPHozU1NR2JWzS09N1blOMjKGhISwtLVFeXs542zweD4MGDeJ81FEkEqG6ulonSs54eXkxWgg8Pz8fqampmDJlCoDWr0VSUhKtbeyGnp6e0qOOPSaOW7duxYwZM/Diiy/KH6upqcHatWsxf/58rF27FrW1tQBad9rt3LkT8+bNw5IlS7RqlxkhhHDp5s2bWLhwIebNm4cjR450ed3ff/+NcePG4d69exqMrnMWFhbw8fFBfHw8AKC+vh6lpaXw9PTkODLVsbVBBmg9h7mlpUWlM7+ZUlJSAnt7e/D5fM5iUJSPj49aiWNoaCgKCgogFAoBACdOnMATTzwBY2NjAEBycjL69++vtWWJtIWyhcB7TBynTp2KrVu3tnvsyJEjCA8Px6FDhxAeHi5/E7xx4wYKCwtx6NAhvPnmm9ixY4eS4RNCSO8jFovx5ZdfYsuWLThw4AAuXLjQ6ZRmQ0MDTp48iYCAAM0H2YWwsDBkZGSgrq4OGRkZ8PT0hL6+PtdhqYzNdY6yUUdZos0FXVjfKOPp6Ym8vLwud+/3RF9fHyNGjMA///yDlJQUVFRUYPTo0QBaRxuTk5NpbaMClN0g02PiGBoaCktLy3aPXbt2TT4UPGXKFFy9ehUAcPXqVUyePBk8Hg+BgYGor69nZUqAEEJ0SVpaGlxcXODi4gIDAwOMHz9e/r7Z1v79+/H8889rVVFtU1NTBAQEIDY2VidrNz6KzcQRaN0tXFdXx2of3dGF9Y0yJiYmEAgEne6MVlRUVBT+/vtvnDhxAjNmzJCPtN65cwdubm402qgANzc3lJWVKXy9SmscKyoq5NvabW1tUVFRAaC1tlfbg8Pt7e3lQ8iEENJXPfreKBAIOrw3pqeno7S0FCNGjNB0eD0KDQ2Vj5C2/Tx0EVsleWT09PQ4HXXUpRFHQP11jlFRUUhNTYWxsTEGDRoEAHj48CGNNiqBz+fDw8ND4evV3hzD4/F0rpYXIYRoE4lEgj179uCVV17hOpROGRkZYfjw4QgLC9P593s21zjK+Pn5oaKigpOBE10o/t2WuvUcQ0NDIRAI8Pjjj8tfm3fu3IGHh0eH2VLSNWXKa6m0UMXW1hbl5eWws7NDeXk5bGxsALSOMLY9ukYoFHZ7vM8HH3wg/3js2LEYO3asKuEQQvqwS5cu4dKlS1yH0a1H3xvLysravTc2NDQgOzsbr732GoDWWZ1//etf2Lx5c6dTw1y8d8qObtN1VlZWaG5uRn19PczMzFjpg8/nY+DAgUhISMDEiRNZ6aMzEokEpaWlOpc4njx5ElKpVKU/Sv755x+IxWI8ePAAwcHBaGpqQkpKCmbMmMFCtL1L2/dOZSoBqJQ4RkZG4uzZs5g7dy7Onj2LyMhI+eO//fYbxo8fj7t378LMzKzbSu1t3/wIIUQVjyZOmzZt4i6YLvj7+6OwsBBFRUWwt7dHdHQ03nvvPfnz5ubmOHXqlPz/X3vtNbz88stdriek907V8Xg8+XS1l5cXa/0EBAQgMTERVVVVGltnJxQKYWlpqVVrZHtib28PqVSK8vJypc+Rrq2txfnz5+Hh4YHLly9j8uTJSEpKgqenJ402KuDR984PP/xQoft6nKr+6KOPsHLlSuTn52PWrFk4ffo05syZg9u3b2P+/PmIjY3F3LlzAQARERFwdnbG/Pnz8fnnn8v/eiaEkL6Mz+djzZo1WLduHRYtWoRx48bB09MT+/fv73STDGEX2xtkAMDAwABBQUFISEhgtZ+2ioqKdGp9I9CayKt6bvXp06cxbNgwjBs3DleuXEFTUxPu3r2LsLAwFiIlMj2OOG7YsKHTx7dv397hMR6PR8kiIYR0IiIiAhEREe0eW7x4cafXfvHFFxqIqO/SxDpHAAgKCsKxY8dQW1urkZN2dG19o4y3tzcyMzMxbNgwhe8pKSnBzZs35TMMsbGxiIuLg7e3t06eaqRL6OQYQgghfYomRhyB1k1FsilrTdDFEUcAKo04/vbbb5g0aRIsLCxgYWGBsLAw3L17V76zmrCHEkdCCCF9CtsledoKDg7G/fv30dDQwHpfujri6OrqitLSUjQ1NSl0/f3795GdnY0JEybIH3v88cdRV1cHc3NztsIk/x8ljoQQQvoUWR1NsVjMel+mpqbw8fFBUlISq/1IpVKdKv7dloGBAVxdXZGdnd3jtVKpFCdOnMD06dPlm4AaGhpgb2+Pixcvsh0qASWOhBBC+hgDAwPY2NgodVqGOkJDQ3Hv3j2FR9RUUV1dDQMDA50dcfPy8lLo2LuEhAQ8fPgQw4cPb/eYl5cXLl68qPLxhURxlDgSQgjpczQ5XW1ubg4PDw+kpKSw1oeujjbK+Pj49LjOUSwW4+TJk3j22Wehp9eavtTX1yMjIwMjRoxA//79NbaetC+jxJEQQkifo6md1TKhoaFISUmBSCRipX1dO2rwUV5eXsjKyoJEIunymitXrsDOzg6BgYHyxxISEjBgwACYmpoiKioKV65c0US4fRoljoQQQvocTe2slrG2toaLiwvu3r3LSvu6PuJoYWEBKysrPHjwoNPnGxsbcfr0aTz77LPyx+rq6pCZmYnQ0FAAwOjRo3H58mWNxNuXUeJICCGkz9HkVLVMWFgY7ty5w8o6PF0fcQRaRx27Orf67NmzCAwMhKurq/yxhIQE+Pv7w8TEBEBr4njlyhWljs8jrWpqahS+lhJHQrQUj8dj5Z8uj0oQwhRHR0cUFRVpNMmws7ODvb090tPTGW9bV0vxtOXj49Np4lhZWYnLly9j+vTp8sdqa2tx//59+Wgj0FrWx9zcHGlpaRqJtzdpewRqTyhxJKSP0fQoCyHaSHa6SF1dnUb7DQsLQ2JiYrdr+ZTV2NiIpqYm2NjYMNYmF7oacfz9998xevRo2Nrayh+Lj49HQEAAjI2N210bFRVF09VKqq2txaFDhxS+nhJHQgghfY5s9F2T6xyB1pFOCwsLhUrPKEq2vpHH4zHWJhecnJzQ0NCA6upq+WOFhYVISkrC1KlT5Y/V1NQgOzsbISEhHdqgDTLK+/HHH9sVU+8JJY6EEEL6JC7WOQLAoEGDkJCQwNg0ua4eNfgoPT29DqOOJ0+exOOPPy5fxwi0jjYGBQV1GG0EaIOMsqRSKXbv3o1Vq1YpfA8ljoQQQvokTZfkkenXrx8MDAwUOilFEb1hfaOMt7e3PHG8e/cuSkpKEBUVJX++pqYGOTk5GDhwYKf3+/r6QiQSITc3VyPx6roLFy5AX1+/3de4J5Q4EkII6ZO4mKoGWqfJw8LCGBt17C0jjsD/EkeJRIITJ05gxowZ0NfXlz8fFxeH4OBgGBkZdXo/j8ejUUcl7Nq1C6tXr1ZqmQMljoQQQvokrqaqAcDd3R1isRgFBQVqt9WbRhw9PDxQWFiIa9euQV9fH+Hh4fLnqqqqkJeX1+Voowytc1RMTk4Orl69innz5il1HyWOhBBC+iSBQICKigo0NzdrvG/ZqGN8fLxa7TQ3N6OqqgoCgYChyLhlZGQEZ2dnHDt2DDNnzmw3EiYbbTQ0NOy2DRpxVMzevXvxwgsvwMzMTKn7KHEkhBDSJ/H5fNjZ2aGsrIyT/r28vNDQ0ICioiKV2ygpKYG9vT34fD6DkXHL19cXQUFB8PHxkT9WWVmJgoICBAcH93j/wIEDUVJSgtLSUjbD1GmNjY3Yv38/XnnlFaXvpcSREEJIn8XVOkegdRfxoEGD1Bp11PWjBjszffp0LF26tN1jcXFxGDhwYI+jjUDrHwSRkZE0Xd2No0ePYvjw4fD29lb6XkocCSGkF/Dw8GDttCFN//Pw8NDY142rndUyvr6+qKysVHnUszetb5QxNDSEgYGB/P8rKirw4MEDBAUFKdwGFQLvmlQqxa5du5QqwdMWJY6EENIL5ObmQiqV9op/miylwuUGGaB1dCwkJETlUcfetKO6K3FxcQgJCVFotFGGNsh07dq1a6ivr8fkyZNVup8SR0IIIX0Wl1PVMv7+/igpKUFlZaXS9xYXF/fqxLGiogJFRUUIDAxU6r7BgwcjPT293Sk0pNWuXbuwcuVK6OmplgJS4kgIIaTPkiWOTJ3iogoDAwMEBwcjISFBqfskEglKS0vh6OjITmBa4Pbt2wgNDW03da0IQ0NDDBs2DNeuXWMpMt304MEDnD17FosWLVK5DUocewnZOaVs/SOEkN7IzMwMBgYGqKmp4TSOwMBA5OXlKRVHeXk5LC0tuyyGreuEQiFKS0uVHm2UobI8HX3zzTeYM2cOrKysVG6DEsdegss1OoQQosu43iADtNYvDAgIQGJiosL3sLWjWiqVoqqqCqWlpairq4NYLGa8D0XExsYiNDS03ckxyqB1ju2JRCJ8++23WLlypVrtqPbdIIQQQnoJ2XT1gAEDOI1j4MCB+PnnnzF48GCYmpr2eD1TiaNUKpWvJSwuLkZRURH09PRgYmKCxsZGNDY2wsDAAKampjA1NYWJiUmnH5uamsLQ0JCRWaqysjIIhUJMmDBB5TYiIiIQHx+PxsZGmJiYqB2Trjtx4gQCAwOV2p3eGUocCSGE9GnasEEGAExMTODr64ukpCRERET0eH1xcTG8vLyU7kcikUAoFMqTxOLiYhgbG8PJyQlubm4YPnw4LCws5NdLpVI8fPgQDQ0N7f7V19ejrKxM/v+NjY0Qi8XyZPLRpPLRhLO7ouWxsbEYNGiQyqONQOsyhIEDB+LmzZsYM2aMyu30Frt27cJbb72ldjuUOBJCCOnTnJyckJqaynUYAICQkBCcOHECgwYNgrGxcbfXFhUVYeTIkT22KRaLUVZWhqKiIhQVFaGkpATm5uZwdnaGj48PRo8e3e0IJ4/Hg7GxMYyNjWFra9ttXy0tLfIksm2S+WiC2d0oJtC6fnPSpEk9fm49ka1z7OuJY2xsLAoLC/Hkk0+q3RYljoQQQli3ZcsWfPfddygtLYWrqys2b96MGTNmcB0WAO5rObZlbm4OT09PJCcnY8iQIV1eJ5VKuyz+3dLSgpKSEnmiWFZWBmtrazg7OyMwMBDjx4/vMSlVlb6+PiwtLWFpadntdVKpFE1NTR2SzLq6OjQ0NGD06NGMHKMYFRWFnTt3qt2Ortu9ezdefvlltUZwZShxJIQQwjpvb29cuXIFTk5OOH78OObPn4/MzEytqEFoZ2eHmpoaiEQipYpMsyU0NBSnTp3qtuh1TU0N9PX1YW5uDpFI1G7auby8HHZ2dnB2dkZoaCicnJy04vNqi8fjwcTEhPW1h6NGjcK8efPQ3NysdEmf3kIoFOK3335DRkYGI+1R4kgIIX0AU2W1VK13OGvWLPnHs2fPxieffIKbN29i+vTpjMSlDj09PQgEApSUlMDV1ZXrcGBlZYV+/fohNTUVgwYN6vB8U1MT7ty5A3d3d5w8eRLV1dUQCARwcnLCkCFD4OjoyMjIUm9gY2MDDw8PxMfHY9iwYVyHw4l9+/bh6aefhr29PSPt0SuLEEL6AC4LXAPAjz/+iO3btyMnJwcAUFdXB6FQyGlMbck2yGhD4ggAYWFhOH36NIKDgyESieTTzkVFRairq4OBgQHMzc0RGRkJgUDAyLRubyUry9MXE8eWlhbs3bsXv/76K2NtUh1HQgghrMrNzcWyZcuwe/dulJeXo6qqCsHBwZwns205OjpqzTpHALC1tYWDgwOOHj2K48ePIzMzE5aWlhg7dixeeOEF8Pl8uLq6wsnJiZLGHvTlQuC///47+vXrh/DwcMbapBFHQgghrKqvrwePx4NAIAAA/PDDD0hOTuY4qvacnJy0LqaoqCg0NjbCxsamw1KDoqIihISEcBSZbhk9ejReeeUVSCQSlc9n1lW7d+/GqlWrGG2zb30FCSGEaFxgYCDefPNNjBgxAo6Ojrhz545CZWQ0SVtqObZlYmICW1vbTtenFhcXa8XGIl3g4uICGxsbrSm5pCkpKSlITU3FzJkzGW2XRhwJIYSwbvPmzdi8eTPXYXTJ0dERpaWlOjEq1djYiKamJtjY2HAdis6QrXMMDg7mOhSN+eqrr/DSSy8xvqNeu386CCGEEA0wMTGBsbExqqqquA6lR0VFRXB0dGRsp3xf0NfWOVZXV+Po0aNYvnw5422rNeL4/PPPw9TUFHp6euDz+fjmm29QU1ODDz/8UF6Y9P333293dBEhhPRFN2/exO7duyEWi/HEE09g7ty57Z7/+eefcebMGfD5fFhZWWHdunWMnENMFCebru7pdBSu0TS18qKiovDee+9BKpX2iYT7wIEDmDJlClxcXBhvW+0Rxx07dmDfvn345ptvAABHjhxBeHg4Dh06hPDwcBw5ckTtIAkhRJeJxWJ8+eWX2LJlCw4cOIALFy7Iy9LI+Pr64uuvv8b333+PMWPGyN9TieZo0wky3SkqKqI/KpQkO9M7Ozub40jYJ5FI8NVXX2H16tWstM/4VPW1a9cwZcoUAMCUKVNw9epVprsghBCdkpaWBhcXF7i4uMDAwADjx4/v8N4YFhYmPwYuMDAQZWVlXITapzk6OmrdBpnO0Iij8ng8Xp+Zrj537hzMzMwQGRnJSvtqJY48Hg9vvfUWXnrpJfz+++8AgIqKCtjZ2QForUNVUVGhfpSEEKLDhEIhHBwc5P8vEAi6LX595swZDB8+XBOhkTa0cWd1ZyhxVI1sg0xvt3v3bqxevZq1KXm11jju3LkTAoEAlZWVWLt2Ldzc3No9z+Pxug38gw8+kH88duxYjB07Vp1wCCF90KVLl3Dp0iWuw2DM+fPnce/ePXzxxRddXkPvnezQhcSxubkZlZWV8pqYRHGjR4/Gjh07uA6DVffv38eNGzdw/PjxHq9V9b1TrcRR9sK1sbHB6NGjkZaWBltbW/kB6+Xl5d2WC2j75kcIIap4NHHatGkTd8F0wd7eHqWlpfL/Lysr6/Tc2NjYWBw6dAhffPFFtyU06L2THTY2NmhoaEBTU5N82YC2KS0thb29PZ0Wo4KgoCBUVFSgqKio147Y7tmzBy+++CJMTEx6vFbV906Vp6obGxvR0NAg//j27dvw9PREZGQkzp49CwA4e/Ysa3PshBCiK/z9/VFYWIiioiI0NzcjOjq6w3tjRkYGtm/fjs2bN1N9Po7o6enBwcFBqzfI0MYY1enp6WHkyJG9drq6vr4eBw4cwCuvvMJqPyqPOFZWVmLDhg0AWncMTpw4EcOGDcOAAQOwadMmnDlzBo6Ojnj//fcZC5YQQnQRn8/HmjVrsG7dOkgkEjz22GPw9PTE/v37MWDAAIwcORJff/01Ghsb5aOJjo6OWl0wW1keHh7Yt28fJk6cyHUo3ZJNV7u7u3MdSqcocVRPVFQULl++jOeee47rUBh3+PBhjBo1Ch4eHqz2o3Li6OLigu+//77D41ZWVti+fbtaQRFCSG8TERGBiIiIdo8tXrxY/vG2bds0HRLphLaX5CkuLqYzqtUwevRoHDx4kOswGCeVSrF7926N5F90cgwhhBDy/2l7SR7Z4RpENeHh4cjKykJlZSXXoTDq8uXLaG5uxoQJE1jvixJHQgghGnHr1i0EBgbCxsYGL774IpqamrgOqQNt3lktkUhQUlJCiaMaDAwMEBER0etqTO/evRurVq3SyKk4lDgSQgjRiMOHD+Ps2bO4f/8+0tPT8fHHH3MdUgeOjo4oLS2FRCLhOpQOysvLYWFhASMjI65D0Wm9rRB4fn4+Lly4gIULF2qkP7XK8RBCCNENy5cvZ6QddY5CXLVqFVxdXQEA//rXv7B69WqtSx6NjIxgbm6OioqKTksmcYk2xjAjKioK77zzDtdhMOabb77B/PnzYWFhoZH+KHEkhJA+QBvOvpYljQDg7u6OBw8ecBhN12TT1dqYOPbW+oOaNHz4cCQlJaG+vh5mZmZch6OWpqYmfPfdd/j777811idNVRNCCNGI/Px8+cd5eXlwcXHhMJquaes6R1rfyAwTExMMGjQIN27c4DoUtR0/fhyhoaHw9/fXWJ+UOBLSB8mOA2X6H/1SI9356quvUFBQgIqKCmzevBmzZ8/mOqROOTo6amVJHhpxZE5vWee4a9curF69WqN9UuJICGGMNv6yJdpj7ty5mDx5Mry8vODt7Y333nuP65A6pY0jjlKpFMXFxZQ4MkRWCFyX3bx5E2VlZXj88cc12i+tcSSEEMK6nJwcANCJTQnamDjW1NRAT08P5ubmXIfSK4wcORKzZ8+GSCTq9lx4bbZr1y6sXLlS4+eW04gjIYQQ0oa1tTUePnyIhoYGrkORo8LfzLKysoKPjw9iY2O5DkUlJSUl+OOPP9qdPqUplDgSQgghbfB4PK1b50jrG5kXFRWFK1eucB2GSvbt24eZM2fC1tZW431T4kgIIYQ8Qtumq6mGI/N0dYNMc3Mz9u7di1WrVnHSPyWOhBBCyCO0LXGkjTHMGz16NK5evQqxWMx1KEo5deoUvLy8EBoaykn/lDgSQgghj6DEsfdzdHSEg4MDkpOTuQ5FKbt27eJstBGgxJEQQgjpwMnJSWvWODY2NqKxsRHW1tZch9Lr6No6x6SkJGRmZmLGjBmcxUCJIyGEEPIIBwcHCIVCrZjGLC4uhqOjI/T06Fc203RtnePu3buxYsUKGBgYcBYDvQoJIYSQRxgYGMDKygpCoZDrUGhjDItkhcClUinXofSosrISx48fx7JlyziNgxJHQgghpBPass6RSvGwx93dHYaGhsjMzOQ6lB7t378fTzzxBOd/RFDiSAghhHTC0dFRKxJHKv7NHh6PpxPT1WKxGHv27OF0U4wMJY6EEEJIJ7RlgwztqGaXLmyQ+fPPP2Fra4vhw4dzHQoljoQQQtiXn5+PZ555BgKBAHZ2dloxctITbZiqbm5uRmVlJRwcHDiNozfThRHH3bt3Y9WqVeDxeFyHQokjIYQQdonFYkybNg3u7u7IyclBYWEhnn/+ea7D6pE2JI6lpaWws7MDn8/nNI7eLCAgALW1tSgoKOA6lE6lp6cjLi4Os2fP5joUAIA+1wH0Jdoy7UEI6Xu+/fZbRtp56aWXlL7n5s2bePDgAT777DPo67f+2hk1ahQj8bDJwsICUqkUdXV1MDc35yQGWt/IPh6Ph1GjRuHKlSuYM2cO1+F08NVXX2Hp0qUwNjbmOhQAlDhqFCWNhBCuqJLwMSU/Px/u7u7ypFFX8Hg8+QYZHx8fTmKgHdWaIVvnqG2JY21tLQ4ePIjExESuQ5GjqWpCCCGscnV1RV5eHlpaWrgORWlOTk64f/8+mpubOemfRhw1Q1vXOR48eBDjxo2Dq6sr16HI6daff4QQQnTOsGHD4OzsjLfffhubNm0Cn89HbGwsRo4cyXVoPQoPD8eJEyfwf//3f7CysoKDgwMcHR3l5xw7OjrCzs6OtVNdioqKMGnSJFbaJv8zaNAg5OXloby8HHZ2dlyHAwCQSqXYvXs3vvrqK65DaYcSR0IIo9jc9actdfWIcvh8Pn7//XesWbMGbm5u4PF4mDt3rk4kjiEhIQgJCYFYLEZFRQVKSkpQUlKC4uJiJCUloaSkBDU1NRAIBPJEsm1yaWlpqfLPhEQiQUlJCY04aoC+vj4iIyPxzz//YPr06VyHAwCIjo6Gnp4exo4dy3Uo7VDiSAjRGbROWHe5ubnht99+4zoMlfH5fAgEAggEAgQHB7d7TiQSoaysDCUlJSgtLUVWVhZiYmJQWloKkUjUYYRS9l9TU9Nu+ywvL4eFhQWMjIzY/NTI/yebrtaWxFGbSvC0RYkjIYQQogZDQ0P069cP/fr16/BcfX09SktL5UmlbJSytLQUhoaGnU59CwQCGBoa0vpGDYuKisKbb77JdRgAgNzcXFy+fBkHDx7kOpQOKHEkhBBCWGJmZgZPT094enq2e1wqlaKmpkY+9V1SUoKsrCyUlJRAKBTC0tIS+vr6HUY3CXuGDh2K1NRUTssvyezduxcLFy7kPI7OUOJICCGEaBiPx4OVlRWsrKzg5+fX7rm26yk7G8Uk7DA2NkZ4eDhiYmI43ZDU2NiI77//HjExMZzF0B1KHAkhhBAt0nY9JdGsadOmYfbs2QgJCUFQUBACAwPl/xwcHDSy3vDYsWMYOnQoZ7VDe0KJ4yPodBdCCCGkb3rrrbcwf/58pKamIjU1FUlJSTh27BhSUlLA4/E6JJOBgYFwdnZmLKGUSqXYtWsXNm/ezEh7bKDE8RGUNBJCCCF9E4/Hg4uLC1xcXDBx4kT541KpFKWlpfKEMiUlBSdPnkRqaiqam5s7JJOBgYHo37+/0gllTEwMampqMGXKFKY/NcZQ4kgIIb2Au7u71pXtUJW7uzvXIRDSjuz4SUdHR4wbN67dc2VlZbh79648ofzjjz+QmpqK+vr6ThNKNze3LgvG7969GytXrmStoDwTWEscb968id27d0MsFuOJJ57A3Llz2eqKEEK0Xk/viSKRCJ988gnS09NhaWmJ999/X6lSLDk5OQxHTAhRhGw9alRUVLvHKyoq2iWU586dQ2pqKqqqqhAQENAhoTQ2Nsaff/6JPXv2cPSZKIaVlFYsFuPLL7/Eli1bcODAAVy4cIHe1AghfZYi74lnzpyBhYUFDh8+jFmzZuGbb77hJthuXLp0ifqmvqlvBdna2mLkyJFYtmwZvvjiC5w7dw4FBQUoLCzErl27MGbMGJSWlmLPnj0YP3483N3dERUVBWtra0b6ZwsriWNaWpp8jYCBgQHGjx+Pq1evstEVIYRoPUXeE69evSpf1zRmzBjExcVBKpVyEW6XesMvc+qb+ua6bysrK0RERGDx4sXYtm0b/vzzT+Tm5qKyshIhISGs9s0EVhJHoVAIBwcH+f8LBAIIhUI2uiKEEK2nyHti22v4fD7Mzc1RU1Oj0TgJIdyxsLAAn8/nOoweae/qS0IIIYQQolVY2Rxjb2+P0tJS+f+XlZXB3t6+w3W9ZQcgIURzdPF9Q5H3RNk1AoEAYrEYdXV1sLS07LQ9Lr8GmzZtor6pb+q7l/atCFYSR39/fxQWFqKoqAj29vaIjo7Ge++91+6aixcvstE1IYRoHUXeEyMjI3H27FkEBQXh77//RlhYWKcJIr13EkK4xLt48SIrq6+vX7+Or776ChKJBI899hjmz5/PRjeEEKITOntP3L9/PwYMGICRI0dCJBLh3//+NzIyMmBpaYkNGzbAxcWF67AJIaQd1hJHQgghhBDSu2jFyTE///wz9u7di99++w1WVlZchyO3f/9+XL16FTweDzY2Nli/fn2nazW58vXXX+PatWswMDCAi4sL1q9fD3Nzc67Dkrt06RIOHDiAvLw87N27FwMGDOA6JK0uTL9161Zcv34d1tbW+OGHH7gOp4PS0lJ88sknqKysBABMmzYNM2fO5Diq/xGJRHj11VchEokgFosxZswYvPjii1yHxRguX7tcvja5fN1x/ZoSi8VYsWIF7O3t8cknn2isXwB4/vnnYWpqCj09PfD5fI3WFa2rq8Nnn32G7Oxs8Hg8rFu3DkFBQaz3m5eXhw8//FD+/0VFRXjxxRc18no7fvw4Tp8+DR6PBy8vL6xfvx6Ghoas9wsAv/zyC06fPg2pVKrQzxfniWNpaSlu3boFR0dHrkPpYPbs2Vi8eDEA4MSJE/jxxx/xxhtvcBzV/wwePBjLli2T/1AfPnwYy5cv5zosOU9PT3z44YfYvn0716EA+F8R5s8++wwCgQArVqxAZGQkPDw8uA4NADB16lTMmDFD478gFMXn8/Hyyy/Dz88PDQ0NWL58OYYMGaI1Xz8DAwNs374dJiYmaGlpwerVqzF8+HAEBgZyHZrauH7tcvna5PJ1x/Vr6sSJE3Bzc0NDQ4NG+nvUjh07OBnM2bVrF4YNG4ZNmzahubkZDx8+1Ei/bm5u2LdvH4DWn7lZs2Zh1KhRrPdbVlaGkydP4sCBAzAyMsIHH3yA6OhoTJ06lfW+s7Ozcfr0aezduxcGBgZYt24dRowYgX79+nV5D+fleL766iutSnbaMjMzk3/c1NSkdbs5hw4dKq/5FBgYiLKyMo4jas/d3R1ubm5chyGn7YXpQ0NDu9xFqw3s7Ozg5+cHADA1NYWbm5tW1Wfl8XgwMTEBALS0tEAsFnMcEXO4fu1y+drk8nXH5WuqrKwM169fxxNPPKGxPrVBXV0dkpKS8PjjjwNoTd65mEmLi4uDi4uLUsd+qkMsFuPhw4fy/9rZ2Wmk39zcXAQEBMDY2Bh8Ph+hoaG4fPlyt/dwOuL4zz//wN7eHj4+PlyG0a19+/bh3LlzMDMzw44dO7gOp0t//vlnh4PXSXudFWG+e/cuhxHpruLiYmRmZiIgIIDrUNoRi8VYvnw5CgsL8fTTT/eK0UaAXrsyXLzuuHpN7d69G8uXL0djY6NG+nsUj8fDW2+9BQB48skn8eSTT2qk3+LiYlhbW2Pr1q24f/8+/Pz8sGrVKnkCrynR0dGYMGGCRvoSCAR47rnnMHv2bBgZGWHIkCEYOnSoRvr29PTE999/j+rqahgZGeHGjRs9LitjPXF88803UVFR0eHxJUuW4PDhw/jss8/YDqFb3cU3atQoLF26FEuXLsXhw4fx66+/anzNVE/xAcChQ4fA5/MxceJEjcYGKBYf6V0aGxuxceNGrFy5st2ovDbg8/nYt28f6urqsGHDBmRnZ8PT05PrsAgDuHrdcfGaiomJgbW1NQYMGICEhARW++rKzp07IRAIUFlZibVr18LNzQ2hoaGs9ysWi5Geno7Vq1cjMDAQu3btwtGjR+XLxjShubkZ165dw7JlyzTSX21tLa5du4ajR4/C3NwcH3zwAc6fP49Jkyax3re7uzuef/55vPXWWzAxMYGPjw/09LqfjGY9cdy2bVunj2dlZaG4uBhLly4F0Dos/9JLL2Hv3r2wtbVlO6we43vUxIkT8fbbb2s8cewpvr/++gsxMTHYtm0bJ1Ppin79tIGihelJ11paWrBx40ZMnDgRUVFRXIfTJXNzcwwaNAg3b97sFYljX3/tasPrTpOvqeTkZFy7dg03btyASCRCQ0MDNm/ejH/961+s9tuWQCAAANjY2GD06NFIS0vTSOIoEAggEAjkI7tjxozBkSNHWO+3rRs3bsDPz09juUhsbCycnJxgbW0NABg9ejSSk5M1kjgCwBNPPCFfEvHdd9/Jv/dd4WyNo5eXF3799VccO3YMx44dg0AgwLfffqvRpLEnBQUF8o+vXr2qVev1gNZdlseOHcPmzZthbGzMdThar20R5ubmZkRHRyMyMpLrsHSGVCrFp59+Cnd3dzz33HNch9NBVVUV6urqAAAPHz5EbGys1v3Mqqovv3a5fN1x9ZpatmwZjh8/jmPHjmHjxo0ICwvTaNLY2Ngo35DT2NiI27dva+wPMFtbWzg4OCAvLw9A61pDTW/Ai46Oxvjx4zXWn4ODA1JTU9HU1ASpVIq4uDi4u7trrH9ZxYKSkhJcuXKlx9lLzndVa7Nvv/0W+fn50NPTg6OjI15//XWuQ2rnyy+/RHNzM9auXQugdYOMNu36vnLlCnbu3Inq6mq888478Pb25nRpAp/Px5o1a7Bu3Tp5EWZtGo366KOPkJCQgOrqasyaNQuLFi3SqoXxycnJOH/+PLy8vOQzBUuXLkVERATHkbUqLy/Hli1bIJFIIJFIMHbsWIwYMYLrsBjB9WuXy9cml6+73vya6k5lZSU2bNgAoHXqeOLEiRg2bJjG+l+zZg02b96MlpYWODs7Y/369Rrru7GxEbGxsRr9XRoYGIgxY8bgpZdeAp/Ph6+vL6ZNm6ax/t9//33U1NSAz+fj1Vdf7XEzEhUAJ4QQQgghCuG8HA8hhBBCCNENlDgSQgghhBCFUOJICCGEEEIUQokjIYQQQghRCCWOhBBCCCFEIZQ4EkIIIYQQhVDiSAghhBBCFEKJIyGEEEIIUcj/A49mDsVUWSX4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 792x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('grayscale'):\n",
    "    hist_and_lines()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Seaborn style\n",
    "\n",
    "Matplotlib also has stylesheets inspired by the Seaborn library (discussed more fully in [Visualization With Seaborn](04.14-Visualization-With-Seaborn.ipynb)).\n",
    "As we will see, these styles are loaded automatically when Seaborn is imported into a notebook.\n",
    "I've found these settings to be very nice, and tend to use them as defaults in my own data exploration."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist_and_lines()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With all of these built-in options for various plot styles, Matplotlib becomes much more useful for both interactive visualization and creation of figures for publication.\n",
    "Throughout this book, I will generally use one or more of these style conventions when creating plots."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!--NAVIGATION-->\n",
    "< [Customizing Ticks](04.10-Customizing-Ticks.ipynb) | [Contents](Index.ipynb) | [Three-Dimensional Plotting in Matplotlib](04.12-Three-Dimensional-Plotting.ipynb) >"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
